Explanations Can Reduce Overreliance on AI Systems During Decision-Making

13 December 2022

Helena Vasconcelos

Matthew Jörke

Madeleine Grunde-McLaughlin

Papers citing "Explanations Can Reduce Overreliance on AI Systems During Decision-Making"

24 / 24 papers shown

Title
In defence of post-hoc explanations in medical AI Joshua Hatherley Lauritz Munch Jens Christian Bjerring 56 0 0 29 Apr 2025
AI Suggestions Homogenize Writing Toward Western Styles and Diminish Cultural Nuances Dhruv Agarwal Mor Naaman Aditya Vashistha 61 18 0 17 Sep 2024
The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective Satyapriya Krishna Tessa Han Alex Gu Steven Wu S. Jabbari Himabindu Lakkaraju 228 190 0 03 Feb 2022
Brittle AI, Causal Confusion, and Bad Mental Models: Challenges and Successes in the XAI Program Jeff Druce J. Niehaus Vanessa Moody David D. Jensen Michael L. Littman 35 19 0 10 Jun 2021
To Trust or to Think: Cognitive Forcing Functions Can Reduce Overreliance on AI in AI-assisted Decision-making Zana Buçinca M. Malaya Krzysztof Z. Gajos 38 304 0 19 Feb 2021
Designing AI for Trust and Collaboration in Time-Constrained Medical Decisions: A Sociotechnical Lens Maia L. Jacobs Jeffrey He Melanie F. Pradier Barbara D. Lam Andrew C Ahn T. McCoy R. Perlis Finale Doshi-Velez Krzysztof Z. Gajos 80 146 0 01 Feb 2021
Expanding Explainability: Towards Social Transparency in AI systems Upol Ehsan Q. V. Liao Michael J. Muller Mark O. Riedl Justin D. Weisz 50 398 0 12 Jan 2021
Human Evaluation of Spoken vs. Visual Explanations for Open-Domain QA Ana Valeria González Gagan Bansal Angela Fan Robin Jia Yashar Mehdad Srini Iyer AAML 52 24 0 30 Dec 2020
Conceptual Metaphors Impact Perceptions of Human-AI Collaboration Pranav Khadpe Ranjay Krishna Fei-Fei Li Jeffrey T. Hancock Michael S. Bernstein 45 109 0 05 Aug 2020
Are Visual Explanations Useful? A Case Study in Model-in-the-Loop Prediction Eric Chu D. Roy Jacob Andreas FAtt LRM 23 70 0 23 Jul 2020
Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance Gagan Bansal Tongshuang Wu Joyce Zhou Raymond Fok Besmira Nushi Ece Kamar Marco Tulio Ribeiro Daniel S. Weld 64 588 0 26 Jun 2020
Evaluating Explainable AI: Which Algorithmic Explanations Help Users Predict Model Behavior? Peter Hase Joey Tianyi Zhou FAtt 64 301 0 04 May 2020
Human-centered Explainable AI: Towards a Reflective Sociotechnical Approach Upol Ehsan Mark O. Riedl 35 216 0 04 Feb 2020
Proxy Tasks and Subjective Measures Can Be Misleading in Evaluating Explainable AI Systems Zana Buçinca Phoebe Lin Krzysztof Z. Gajos Elena L. Glassman ELM 50 281 0 22 Jan 2020
"Why is 'Chicago' deceptive?" Towards Building Model-Driven Tutorials for Humans Vivian Lai Han Liu Chenhao Tan 59 141 0 14 Jan 2020
Effect of Confidence and Explanation on Accuracy and Trust Calibration in AI-Assisted Decision Making Yunfeng Zhang Q. V. Liao Rachel K. E. Bellamy 59 671 0 07 Jan 2020
On Human Predictions with Explanations and Predictions of Machine Learning Models: A Case Study on Deception Detection Vivian Lai Chenhao Tan 53 377 0 19 Nov 2018
What can AI do for me: Evaluating Machine Learning Interpretations in Cooperative Play Shi Feng Jordan L. Boyd-Graber HAI 26 128 0 23 Oct 2018
Manipulating and Measuring Model Interpretability Forough Poursabzi-Sangdeh D. Goldstein Jake M. Hofman Jennifer Wortman Vaughan Hanna M. Wallach 73 693 0 21 Feb 2018
How do Humans Understand Explanations from Machine Learning Systems? An Evaluation of the Human-Interpretability of Explanation Menaka Narayanan Emily Chen Jeffrey He Been Kim S. Gershman Finale Doshi-Velez FAtt XAI 86 241 0 02 Feb 2018
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 222 4,229 0 22 Jun 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 549 21,613 0 22 May 2017
It Takes Two to Tango: Towards Theory of AI's Mind Arjun Chandrasekaran Deshraj Yadav Prithvijit Chattopadhyay Viraj Prabhu Devi Parikh 61 54 0 03 Apr 2017
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 153 8,067 0 16 Jun 2016